I have a little experience in Intrusion Detection Systems related research where I have analyzed the performances of several Machine Learning approaches including Neural Networks, Support Vector Machines etc.
Now, I would like take it further and incorporate ML in the world of Cyber Security related problems.
Discussions are welcome.
I think Dr. Luay in the previous answer was talking about this paper:
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7307098.
Thanks Luay. Could you please share the article you are referring to? Would be of great help.
Dear Paul,
You may also look to privacy preserving using deep learning, you may see the following articles.
Shokri, R., & Shmatikov, V. (2015, October). Privacy-preserving deep learning. In Proceedings of the 22nd ACM SIGSAC conference on computer and communications security (pp. 1310-1321). ACM.
Tuor, A., Kaplan, S., Hutchinson, B., Nichols, N., & Robinson, S. (2017). Deep learning for unsupervised insider threat detection in structured cybersecurity data streams. arXiv preprint arXiv:1710.00811.
Li, Y., Ma, R., & Jiao, R. (2015). A hybrid malicious code detection method based on deep learning. methods, 9(5).
Kang, M. J., & Kang, J. W. (2016, May). A novel intrusion detection method using deep neural network for in-vehicle network security. In Vehicular Technology Conference (VTC Spring), 2016 IEEE 83rd (pp. 1-5). IEEE.
Wei, J., & Mendis, G. J. (2016, April). A deep learning-based cyber-physical strategy to mitigate false data injection attack in smart grids. In Cyber-Physical Security and Resilience in Smart Grids (CPSR-SG), Joint Workshop on (pp. 1-6). IEEE.
Hopes, it is an incremental add to what you are looking.
i am also interested in this topic...ML + SC.. do share with me...best wishes for your research..follow your heart, your heart will tell..
you can also try reading this articles
Generations of Machine Learning in Cybersecurity - CRN
www.crn.com/.../Cylance_LC_Generations_of_ML_in_Cyber_Security_WhitePaper.p...intelligence (AI) and machine learning (ML) that are being applied to ... generations. • Definitions for five distinct cybersecurity machine learning generations. • The greater implications of this machine learning generational framework .... in cybersecurity are quickly catching up to the state of the art in ML research, particularly ...
A Survey of Data Mining and Machine Learning Methods for Cyber ...
ieeexplore.ieee.org/iel7/9739/7475979/07307098.pdfby AL Buczak - Cited by 112 - Related articlesnetwork devices. A host-based IDS monitors process and file activities related to the software environment associated with a specific host. This survey paper ... meet certain criteria. Google Scholar queries were performed using “machine learning” and cyber, and using “data mining” and cyber. Special emphasis was placed ...
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